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Discover how to build an intelligent, multi-agent system for 24/7 operations in this AWS re:Invent 2025 conference talk featuring Ripple's innovative approach to automated log analysis. Learn how financial institutions can overcome the challenge of manually reviewing massive log volumes that typically require hours or days for critical incident analysis. Explore Ripple's automated solution using Amazon Bedrock AgentCore and the Strands Agents framework to process 30-50GB of daily logs in just minutes. Examine architectural patterns for integrating Amazon CloudWatch, AWS Lambda, Amazon S3, and Amazon OpenSearch to effectively correlate log entries with specific codebase sections. Understand design approaches for creating specialized agents that provide conversational user interfaces for guided investigations. See how this multi-agent system transforms blockchain operations and gain practical strategies for implementing a scalable foundation for building your own multi-agent applications in cloud environments.
